Principlev1
Maintain signal-to-noise ratio above approximately 80% (at
Maintain signal-to-noise ratio above approximately 80% (at least four true positives per false positive) to prevent alert fatigue and habituation.
Why This Is a Principle
Derives from Repeated false alarms reduce the response to genuine threats (false alarm conditioning) and The nervous system habituates to repeated, predictable (habituation to repeated stimuli). Healthcare and SRE research provides empirical threshold. Prescribes specific ratio for sustainable monitoring.